alt.freeweights.text / Lythri-Tada-4B
From: Lythri <huggingface.co/Lythri>Newsgroups: alt.freeweights.textSubject:

Lythri-Tada-4B

Date: 2026-11-15Commit: b0ffe8eSigned: 2DC28CC7B26A283B ✓

Text generation model with 4.6B parameters. Safetensors weights, 9.29 GB in all. Published by Lythri under Apache-2.0.

4.6B params9.29GBLythri-Tada-4Bsafetensorspermissive
FactsParams4.6BSize9.29 GBFormatssafetensorsTasktext generationLicenseApache-2.0From sourcepermissive
$ fw get Lythri/Lythri-Tada-4B
# manifest sha256 d577ce3819e5… · 9.29 GB · 10 files
$ fw verify ./Lythri-Tada-4B Lythri/Lythri-Tada-4B
From sourceHosted (signed)Lythri/Lythri-Tada-4BLast check: 2026-11-15 03:32 UTC

Get help: custom fine-tune or private deploy. We review your setup before we quote.

Fine-tune of gemma-4-E2B.

Works with

Overview

Size
9.29 GB
Weights
9.26 GB (safetensors)
Parameters
4.6B
Formats
safetensors
Task
text generation
License
Apache-2.0 (permissive)
Files
10, each with a sha256
Publisher
Lythri
Added
2026-11-15
Section
alt.freeweights.text
Lineage

Original release from the publisher.

Base model: google/gemma-4-E2B

Where these bytes come from
Publisher at the pinned commit→You

Sources are tried in order. A file counts only when its size and sha256 match the manifest. Sources are checked when you ask for them, not on a timer.

Sources
BadgeHostLast checkResult
From sourcehuggingface.co2026-11-15 03:32 UTCpassed

Model card

From the publisher at commit b0ffe8e. Shown as plain text with links; images open at the publisher.

Image: Lythri

Hugging Face | ModelScope | Technical Report

Introduction#

Lythri-Tada-4B is part of the Lythri 2.0 family, with 4.63B total parameters and 2.3B activated parameters. It answers directly without a thinking phase, while reinforce model's emotional understanding.

Compared with the previous-generation Lythri-4B-A2B, Tada brings three main upgrades:

  • Stronger instruction following. Tada scores 39.19 on IFEval (prompt-level strict), surpassing even the Lythri-7B-A4B (31.05).
  • Better multi-turn conversations. Tada keeps track of earlier context and user requests more consistently over long chats, and carries the emotional thread from turn to turn.
  • System prompt support. Unlike Lythri-4B-A2B, Tada follows system prompts, so you can set a persona, tone or rules for your app directly in the system message.

Long-tail knowledge, such as graduate-level science questions, is slightly weaker than Lythri-4B-A2B, while overall performance improves substantially.

Writing Naturalness#

Image: EQ-Bench Slop Score

On the EQ-Bench Slop Score, which measures how much a model relies on typical AI phrasing (lower is better), Lythri-Tada-4B scores 39.0 and writes more naturally than GPT-4o (47.7) and DeepSeek-R1 (67.9), far ahead of Qwen3-4B (62.2) and Gemma-3-4B (85.2).

General Benchmarks#

| Benchmark | Lythri-4B-A2B | Lythri-Tada-4B

| Knowledge

| MMLU | 55.23 | 55.41

| ARC-C | 52.99 | 56.57

| Reasoning

| HellaSwag | 72.80 | 74.23

| General

| SocialIQA | 49.80 | 51.43

| Science

| GPQA Diamond | 28.79 | 21.21

| Math

| GSM8K | 28.81 | 27.45

| Code / Instruction

| HumanEval | 28.66 | 24.39

| IFEval | 26.43 | 39.19

All benchmarks are evaluated with their official standard settings and the chat template applied, reflecting real-world inference conditions. Lythri-4B-A2B is evaluated with thinking; Lythri-Tada-4B answers directly without thinking.

Quickstart#

from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

model_path = "Lythri/Lythri-Tada-4B"
tok = AutoTokenizer.from_pretrained(model_path)
model = AutoModelForCausalLM.from_pretrained(
    model_path, dtype=torch.bfloat16, device_map="auto"
)

messages = [{"role": "user", "content": "My friend just lost their job and seems really down. What should I say to them?"}]
chat = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tok(chat, return_tensors="pt", add_special_tokens=False).to(model.device)

with torch.inference_mode():
    out = model.generate(
        **inputs,
        max_new_tokens=1024,
        do_sample=True,
        temperature=0.8,
        top_p=0.95,
        eos_token_id=[1, 106],
    )

print(tok.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True))
generation_config = {
    "temperature": 0.8,
    "top_p": 0.95,
    "top_k": 64,
    "max_new_tokens": 1024,
    "repetition_penalty": 1.05,
    "do_sample": True,
    "eos_token_id": [1, 106],
}

out = model.generate(**inputs, **generation_config)
System Prompt (Optional)#

Lythri-Tada-4B supports system prompts, which Lythri-4B-A2B does not. It works well without one; to set a persona or rules for your app, add a system message:

messages = [
    {"role": "system", "content": "You are Lythri, a warm and caring companion. Reply in the same language as the user."},
    {"role": "user", "content": "I had a really rough day at work."},
]

Compute#

Lythri-Tada-4B starts from the Gemma4-E2B PT and training on SFT with CoT, followed by instant-reply SFT with multi-turn companion conversations, and online preference optimization on only writing with responses judged by Gemma2-27B.

Limitations#

  • Lythri is optimized for conversation and emotional understanding, not for math, coding or complex reasoning.
  • Lythri is not a substitute for professional mental health support. If you or someone you know is in crisis, please contact local emergency services or a crisis helpline.
  • Like all language models, it can produce inaccurate or inappropriate content.

License#

Lythri is built on Gemma 4 and is released under the Apache License 2.0.

Citation#

@techreport{li2026lythri,
  title       = {Lythri Technical Report},
  author      = {Li, Jiawen},
  year        = {2026},
  institution = {Zenodo},
  doi         = {10.5281/zenodo.23179311},
  url         = {https://doi.org/10.5281/zenodo.23179311}
}

Support#

The whole training process is self-funded. If you like our model, please click a free like — that means a lot to me as a student!

Files

10 files · 9.29 GBWeights 9.26 GB (safetensors). Sizes and sha256 from the signed manifest.
Hide all 10 files with their sha256
FileSizesha256
.eval_results/results.yaml221 Bf3a86972cc8d5f28d57271b143c770537911e9f0b9c6272a166d434a67ed95cf
.gitattributes1.57 KB34448b82c17d60fec9b65b1f093c115ddbaadc04beb1b0140b6bfed2e012a930
LICENSE11.4 KBcfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30
README.md7.83 KB2108cfebd9e3da0feb7056f3177728f5e4a53f278c3684ae24c9ba3eca252ad6
chat_template.jinja18.7 KB7024f160cab796b8af8765cbd3cda14f1c17847936399d31c3e6a74089d6f57e
config.json3.19 KB30f27f7f3ca4444412f81de8030709019faf9e280857e0868ee1a68c0ce6782c
generation_config.json195 B6c5c9ac9d72f61b888cc300999bd689a5c6d1fb35c11162c3f1da1d14090b731
model.safetensors9.26 GB0c0f8f654e85bf74285538aca38d3adfc43da5e8c8f5ef2a417eeb2857502615
tokenizer.json32.2 MBcc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f
tokenizer_config.json3.73 KBb8045a4576903e86903291d5cbdd4adfc8859e9ce3c98621bdbd957f73ed394b
VersionsEach time the pinned upstream commit or file list changed in this repo. Newest first.
Upstream commitDateContents
b0ffe8ec4d pinned now2026-11-15 03:32 UTC10 files · 9.29 GB

Use it

$ fw get Lythri/Lythri-Tada-4B
# manifest sha256 d577ce3819e5… · 9.29 GB · 10 files
$ fw verify ./Lythri-Tada-4B Lythri/Lythri-Tada-4B
fw.pyChecks the signature and every sha256, tries each source in order, resumes.
$ python3 fw.py get https://freeweights.allternit.com/manifests/Lythri/Lythri-Tada-4B.json --dir ./Lythri-Tada-4B $ python3 fw.py verify ./Lythri-Tada-4B ./Lythri__Lythri-Tada-4B.json
hfThe Hugging Face CLI with one setting. Same repo id.
$ HF_ENDPOINT=https://freeweights.allternit.com hf download Lythri/Lythri-Tada-4B --revision b0ffe8ec4dc17dac60858e5da687f4724fe1f09b --local-dir ./Lythri-Tada-4B
transformersLoad the weights in Python.
import os os.environ["HF_ENDPOINT"] = "https://freeweights.allternit.com" from transformers import AutoModelForCausalLM, AutoTokenizer tok = AutoTokenizer.from_pretrained("Lythri/Lythri-Tada-4B", revision="b0ffe8ec4dc17dac60858e5da687f4724fe1f09b") model = AutoModelForCausalLM.from_pretrained("Lythri/Lythri-Tada-4B", revision="b0ffe8ec4dc17dac60858e5da687f4724fe1f09b", device_map="auto")
vLLMServe an OpenAI-compatible API.
$ HF_ENDPOINT=https://freeweights.allternit.com vllm serve Lythri/Lythri-Tada-4B --revision b0ffe8ec4dc17dac60858e5da687f4724fe1f09b

License

Name
Apache License 2.0
Id
Apache-2.0
Class
Permissive
Redistribution
yes
Listing
Hosted (signed)
Decided
License as declared by the publisher. No person read it. 2026-11-15
Text in
LICENSE
Text sha256
cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30
Terms gate
No extra terms beyond the license.

Read the license text

Licenses are checked against the license table. A custom license passes only after a person reads it.

Provenance

From: Lythri <huggingface.co/Lythri>Newsgroups: alt.freeweights.textSubject: Lythri-Tada-4BDate: 2026-11-15Commit: b0ffe8eSigned: 2DC28CC7B26A283B ✓
Upstream
Lythri/Lythri-Tada-4B
Pinned commit
b0ffe8ec4dc17dac60858e5da687f4724fe1f09b
Manifest
Lythri-Tada-4B.json · .minisig
Manifest sha256
d577ce3819e5c5cead251ff6e24f161294433e7e518090397ad3c02e054b7d97
Signature
minisign, Ed25519, key 2DC28CC7B26A283B
Created
2026-11-15 03:32 UTC
Generator
freeweights-manifest/0.1.0
Takedowns
None.

How to verify

$ curl -O https://freeweights.allternit.com/manifests/Lythri/Lythri-Tada-4B.json $ curl -O https://freeweights.allternit.com/manifests/Lythri/Lythri-Tada-4B.json.minisig $ minisign -Vm Lythri-Tada-4B.json -P RWQ7KGqyx4zCLXtUFOqvfv8L3g+8fpKJ1FsuxPyOYMF+4KufbUxKq1Oq $ shasum -a 256 <file> # compare with the Files tab

A manifest whose signature fails must be rejected. A file whose size or sha256 does not match must be discarded. Verify a download

Model tree

Parent

google/gemma-4-E2B · this model is a finetune of it

1 model in the catalog name this one as their parent.

Quantizations
1
Get it
Download
$ HF_ENDPOINT=https://freeweights.allternit.com hf download Lythri/Lythri-Tada-4B
Open in Freeweights Studio

Pull, verify and run it in the Allternit app on Desktop, web or phone.

Signed manifest
minisign, key 2DC28CC7B26A283B. Lythri-Tada-4B.json. Provenance. Takedown history: none.

Variants

1 quantized or adapter build of Lythri-Tada-4B. Each has its own license check and page.

From: laion <huggingface.co/laion>Subject: a2-rl-e2egit_large-50-32B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-large-15-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_e2egit-v2-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_pymethods2test-large-80-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_exp_rpt_unitsyn-python-large-10-8B
From: laion <huggingface.co/laion>Subject: a3-rl-DCAgent_mix_h2_language_proportional-65-8B